# Sajora Inc. > AI-Powered Development. Human-Verified Quality. Sajora Inc. is a German-Filipino AI development and software outsourcing company. We build custom AI agents, LLM integrations, and production software with human-in-the-loop quality assurance. ## Website - URL: https://sajora.ph - Languages: de, en, es, fr, it, ja, ru, tl - Public API: https://sajora.ph/api/public/ - AI Discovery: https://sajora.ph/.well-known/ai.json ## Services ## Locales & Pages ### de - [Startseite](https://sajora.ph/de/startseite) - [Leistungen](https://sajora.ph/de/leistungen) - [Über Uns](https://sajora.ph/de/ueber-uns) - [Kontakt](https://sajora.ph/de/kontakt) - [KI-Entwicklung in Deutschland: Trends und Lösungen für Unternehmen](https://sajora.ph/de/ki-entwicklung-deutschland) - [DSGVO und EU AI Act: Was deutsche Unternehmen jetzt für ihre KI-Systeme tun müssen](https://sajora.ph/de/dsgvo-eu-ai-act-ki-systeme) - [Mensch im Loop: Warum deutsche Unternehmen auf hybride KI setzen](https://sajora.ph/de/mensch-im-loop-hybride-ki-deutschland) - [Unser Team](https://sajora.ph/de/team) - [EU AI Act und DSGVO: Technische Umsetzung für KI-Systeme in deutschen Unternehmen](https://sajora.ph/de/eu-ai-act-dsgvo-umsetzung-ki-systeme) - [KI-Automation für den deutschen Mittelstand: Praktische Lösungen für Ihren Erfolg](https://sajora.ph/de/ki-automation-fuer-den-deutschen-mittelstand) - [KI-Entwicklung in Deutschland: Chancen, Herausforderungen und Lösungen](https://sajora.ph/de/ki-entwicklung-auslagern-effiziente-loesungen) - [Human-in-the-Loop-KI: Wie wir Menschen und KI zusammenbringen](https://sajora.ph/de/human-in-the-loop-ki-qualitaetssicherung) - [Unsere Methodik](https://sajora.ph/de/unsere-methodik) - [Maßgeschneiderte IT-Lösungen: Deutsche Präzision trifft auf globale Innovation](https://sajora.ph/de/massgeschneiderte-it-loesungen-deutsche-praezision-global) - [KI-Agenten für die Softwareentwicklung: Automatisierung mit deutsch-philippinischer Expertise](https://sajora.ph/de/ki-agenten-softwareentwicklung-deutsch-philippinische-expertise) - [Maßgeschneiderte KI-Agenten für Ihren Unternehmens­erfolg](https://sajora.ph/de/massgeschneiderte-ki-agenten-fuer-unternehmen) - [DSGVO-konforme Cloud-Dienstleistungen](https://sajora.ph/de/cloud-computing-services) - 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[Home](https://sajora.ph/en/home) - [Services](https://sajora.ph/en/services) - [About](https://sajora.ph/en/about) - [Contact](https://sajora.ph/en/contact) - [German-Filipino AI Development: Precision Meets Scalability](https://sajora.ph/en/outsourcing-ai-development-reliable-solutions) - [Custom AI Agents: Why Off-the-Shelf Solutions Fail and How to Build What You Actually Need](https://sajora.ph/en/custom-ai-agents-off-the-shelf-failures) - [German-Filipino AI Development: A Dual-Shore Model for Precision and Scale](https://sajora.ph/en/german-filipino-ai-development-dual-shore-model) - [Fine-Tuning LLMs for Production RAG: Architecture and Trade-offs](https://sajora.ph/en/llm-fine-tuning-production) - [AI Agent Development: German Precision Meets Filipino Scalability](https://sajora.ph/en/ai-agent-development) - [Human-in-the-Loop AI: Engineering Quality Through Systematic Oversight](https://sajora.ph/en/human-in-the-loop-ai-quality-engineering) - [How We Work](https://sajora.ph/en/how-we-work) - [German-Filipino AI Development Outsourcing: Precision, Scalability, and Cost Control](https://sajora.ph/en/ai-development-outsourcing) - [GDPR and EU AI Act: How to Build Compliant AI Systems](https://sajora.ph/en/gdpr-eu-ai-act-compliant-ai-systems) - [Offshore AI Development: A Technical Guide to Cost, Compliance, and Collaboration](https://sajora.ph/en/offshore-ai-development-technical-guide) - [GDPR-Compliant Cloud Services for AI Development](https://sajora.ph/en/gdpr-compliant-cloud-ai-development) - [Human-in-the-Loop AI: Bridging European Oversight with Filipino Technical Execution](https://sajora.ph/en/human-in-the-loop) - [RAG System Architecture: A Technical Guide to Scalable, Compliant Pipelines](https://sajora.ph/en/rag-system-architecture) - [AI Agents for Software Development: Automation with Germano-Philippine Expertise](https://sajora.ph/en/ai-agents-software-development-automation) - [Precision Engineering Meets AI: European Standards for High-Impact Solutions](https://sajora.ph/en/precision-engineering-ai-european-standards) - 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[Contacto](https://sajora.ph/es/contacto) - [Cómo Implementar IA en tu Empresa: Guía Práctica con Sajora Inc.](https://sajora.ph/es/inteligencia-artificial-empresas-transformacion-digital) - [Nuestro Equipo](https://sajora.ph/es/equipo) - [Desarrollo de Agentes de IA a Medida para Tu Negocio](https://sajora.ph/es/agentes-ia-desarrollo-software-automatizacion-control-local) - [Automatización con IA: Eficiencia y Precisión para tu Empresa](https://sajora.ph/es/automatizacion-con-ia) - [Desarrollo de Agentes de IA: Innovación con Precisión Alemana y Creatividad Filipina](https://sajora.ph/es/desarrollo-de-agentes-de-ia) - [Desarrollo de IA para Empresas: Transformación Digital con Precisión Alemana y Agilidad Filipina](https://sajora.ph/es/desarrollo-ia-empresas-transformacion-digital) - [Human-in-the-Loop: Guía Práctica para Implementar Supervisión Humana en IA](https://sajora.ph/es/control-humano-ia-calidad-contenidos) - [IA para Empresas: Soluciones Seguras y Conformes al RGPD con Sajora Inc.](https://sajora.ph/es/ia-empresas-soluciones-seguras-rgpd) - [Agentes de IA: Precisión Alemana + Creatividad Filipina para tu Negocio](https://sajora.ph/es/desarrollo-agentes-ia-escalables-eticos-validacion-humana) - [Cómo Trabajamos](https://sajora.ph/es/como-trabajamos) - [Desarrollo de Agentes de IA: Precisión Alemana y Creatividad Filipina](https://sajora.ph/es/desarrollo-agentes-ia-sinergia-alemana-filipina) - [Integración segura de IA en tu negocio: protección de datos y supervisión humana](https://sajora.ph/es/integracion-segura-ia-negocio-proteccion-datos-supervision-humana) - [Desarrollo de Agentes de IA: Precisión Alemana y Creatividad Filipina](https://sajora.ph/es/desarrollo-agentes-ia-precision-creatividad) - [IA con Supervisión Humana: Agilidad y Cumplimiento para Empresas en Español](https://sajora.ph/es/ia-con-supervision-humana-agilidad-y-cumplimiento) - [Desarrollo de IA para Empresas: Soluciones Personalizadas con Sajora Inc.](https://sajora.ph/es/desarrollo-ia-empresas-soluciones-personalizadas) - [Sistemas RAG: Inteligencia Artificial con Datos Reales para tu Negocio](https://sajora.ph/es/sistemas-rag) - [Outsourcing de IA para Empresas Europeas: Implementación Segura y Eficiente](https://sajora.ph/es/outsourcing-ia-empresas-europeas) - [Inteligencia Artificial para Empresas: Precisión Europea y Eficiencia Filipina](https://sajora.ph/es/inteligencia-artificial-empresas-soluciones-sajora) - [Automazione IA per le PMI Italiane: Guida Completa](https://sajora.ph/es/automazione-ia-per-le-pmi-italiane-guida-completa) - [Desarrollo de Agentes de IA: Innovación con Precisión Germano-Filipina](https://sajora.ph/es/agentes-ia-desarrollo) - [Estrategias clave para el éxito en el desarrollo de IA con equipos offshore](https://sajora.ph/es/estrategias-exito-desarrollo-ia-equipos-offshore) - [IA con Supervisión Humana: Calidad y Confianza para tu Negocio](https://sajora.ph/es/ia-con-supervision-humana-calidad-confianza) - [Inteligencia Artificial para Empresas Europeas: Soluciones con Sajora Inc.](https://sajora.ph/es/inteligencia-artificial-empresas-europeas) - [Implementación de IA en Empresas: Guía Práctica para Empezar](https://sajora.ph/es/desarrollo-ia-empresas) - [Cómo Implementar IA en tu Empresa: Guía Práctica Paso a Paso](https://sajora.ph/es/como-implementar-ia-empresa-guia-practica) - [Outsourcing de Desarrollo de IA: Soluciones Seguras y Eficientes](https://sajora.ph/es/outsourcing-desarrollo-ia) - [Política de Privacidad](https://sajora.ph/es/privacidad) - [Aviso Legal](https://sajora.ph/es/aviso-legal) - [Inicios de Sesión](https://sajora.ph/es/inicios-de-sesion) ### fr - [Accueil](https://sajora.ph/fr/accueil) - [Services](https://sajora.ph/fr/services) - [À Propos](https://sajora.ph/fr/a-propos) - [Contact](https://sajora.ph/fr/contact) - [L'IA avec l'Homme dans la Boucle : Une Approche Architecturale pour les Entreprises Françaises](https://sajora.ph/fr/ia-homme-dans-boucle-approche-architecturale) - [Automatisation IA pour les PME et Startups Tech Françaises : Guide Pratique](https://sajora.ph/fr/automatisation-ia-pme-startups-tech-guide-pratique) - [Externalisation du Développement IA : Des Solutions Fiables pour les Entreprises Françaises](https://sajora.ph/fr/externalisation-developpement-ia-solutions-fiables) - [Agents IA pour le Développement Logiciel : Solutions Sur Mesure pour les Entreprises Françaises](https://sajora.ph/fr/developpement-agents-ia-systemes-evolutifs-ethiques) - [Intégration des LLM pour les Entreprises : Solutions Sur Mesure et Conformité RGPD](https://sajora.ph/fr/integration-llm-entreprise) - [Systèmes RAG pour les Entreprises : Optimisation des LLM avec Sajora Inc.](https://sajora.ph/fr/systemes-rag-entreprise) - [RGPD et EU AI Act : Votre Feuille de Route pour une IA Conforme et Souveraine](https://sajora.ph/fr/rgpd-eu-ai-act-feuille-de-route-conformite) - [Notre Équipe](https://sajora.ph/fr/equipe) - [Intégration des LLM dans vos Processus Métiers : L'Approche Sajora Inc. pour les Entreprises Françaises](https://sajora.ph/fr/integration-llm-processus-metiers) - [L'Excellence Européenne, l'Agilité Philippine : Notre Approche Unique en Développement Logiciel](https://sajora.ph/fr/excellence-europeenne-agilite-philippine) - [Notre Méthode](https://sajora.ph/fr/notre-methode) - [L'Humain au Cœur de l'IA : Supervision Humaine pour un Contenu Fiable](https://sajora.ph/fr/humain-ia-controle-qualite-validation) - [Intégrer les LLM en toute sécurité : supervision humaine et conformité RGPD](https://sajora.ph/fr/integrer-llm-securite-supervision-humaine-rgpd) - [L'Humain au Cœur de l'IA : Supervision Humaine pour un Contenu Fiable](https://sajora.ph/fr/human-in-the-loop) - [Agents IA Sur Mesure pour les Entreprises Françaises : L'Approche Sajora Inc.](https://sajora.ph/fr/strategies-gagnantes-offshore-ia-sajora-inc) - [Externalisation du Développement IA : Guide Complet pour les Entreprises Françaises](https://sajora.ph/fr/externalisation-developpement-ia) - [L'IA avec Supervision Humaine : Garantir l'Excellence et la Confiance dans vos Projets](https://sajora.ph/fr/ia-supervision-humaine) - [IA Open Source : Stratégies d'Auto-Hébergement pour la Souveraineté Numérique Européenne](https://sajora.ph/fr/ia-open-source-souverainete-numerique) - [Agents IA pour le Développement Logiciel : Sécurité, Conformité et Collaboration Humaine](https://sajora.ph/fr/developpement-agents-ia) - [Stratégie IA pour les Entreprises Françaises : Innovation et Conformité avec Sajora Inc.](https://sajora.ph/fr/strategie-ia-entreprises-francaises) - [Politique de Confidentialité](https://sajora.ph/fr/politique-confidentialite) - [Mentions Légales](https://sajora.ph/fr/mentions-legales) - [Connexions](https://sajora.ph/fr/connexions) ### it - [Home](https://sajora.ph/it/home) - [Servizi](https://sajora.ph/it/servizi) - [Chi Siamo](https://sajora.ph/it/chi-siamo) - [Contatti](https://sajora.ph/it/contatti) - [Come Lavoriamo](https://sajora.ph/it/come-lavoriamo) - [L’Intelligenza Artificiale con il Tocco Umano: Qualità e Controllo per Risultati Eccellenti](https://sajora.ph/it/intelligenza-artificiale-tocco-umano-qualita-controllo) - [Automazione IA per l'Artigianato Italiano: Soluzioni Su Misura con Sajora Inc.](https://sajora.ph/it/automazione-ia-artigianato-italiano) - [L’Arte della Qualità: Controllo Umano nei Workflow di Contenuti AI](https://sajora.ph/it/arte-della-qualita-controllo-umano-workflow-ai) - [Automazione IA per le PMI Italiane: Guida Completa](https://sajora.ph/it/automazione-ia-pmi-italiane) - [Soluzioni IT Artigianali: L'Eccellenza Europea nelle Filippine](https://sajora.ph/it/soluzioni-it-artigianali) - [Sviluppo di Agenti IA Su Misura](https://sajora.ph/it/sviluppo-agenti-ia) - [Soluzioni IT Artigianali per le Aziende Italiane: Precisione e Qualità](https://sajora.ph/it/soluzioni-it-artigianali-per-le-aziende-italiane) - [Il Nostro Team](https://sajora.ph/it/team) - [Sviluppo IA in Italia: Tendenze e Opportunità per le Aziende](https://sajora.ph/it/sviluppo-ia-italia) - [Integrazione Sicura dei LLM in Azienda: Qualità Artigianale e Conformità GDPR](https://sajora.ph/it/integrazione-sicura-llm-azienda-qualita-artigianale-gdpr) - [Sistemi RAG per Aziende: Intelligenza Artificiale Artigianale](https://sajora.ph/it/sistemi-rag-aziende) - [Soluzioni IT Artigianali per le Aziende Italiane: Precisione e Qualità](https://sajora.ph/it/soluzioni-it-artigianali-aziende-italiane) - [Artigianato Italiano e Tecnologia: Soluzioni IT Su Misura](https://sajora.ph/it/artigianato-italiano-e-tecnologia) - [Sviluppo AI Offshore per PMI Italiane: Precisione e Conformità](https://sajora.ph/it/sviluppo-ai-offshore-pmi-italiane) - [Human-in-the-Loop: L’Artigianato che Definisce la Qualità dell’Intelligenza Artificiale](https://sajora.ph/it/controllo-qualita-supervisione-umana-ia) - [Sviluppo IA in Italia: Tendenze e Opportunità per le Aziende](https://sajora.ph/it/sviluppo-ia-italia-tendenze-opportunita) - [Outsourcing Sviluppo Software nelle Filippine: Qualità Europea e Talento Locale](https://sajora.ph/it/outsourcing-sviluppo-software) - [Agenti AI per lo Sviluppo Software: Automazione con Eccellenza Italiana](https://sajora.ph/it/sviluppo-ai-uomo-centro-eccellenza-italiana) - [Sviluppo Software e Outsourcing IT: Soluzioni Artigianali per le Aziende Italiane](https://sajora.ph/it/sviluppo-software-outsourcing-it-soluzioni-artigianali) - [Sviluppo Software e Outsourcing IT: Soluzioni Artigianali per le Aziende Italiane](https://sajora.ph/it/sviluppo-software-outsourcing-it-italia) - [AI e Compliance: Guida Pratica per Sistemi Intelligenti a Regola d’Arte](https://sajora.ph/it/ai-e-compliance-guida-pratica) - [Privacy Policy](https://sajora.ph/it/privacy-policy) - [Note Legali](https://sajora.ph/it/note-legali) - [Accessi](https://sajora.ph/it/accessi) ### ja - [ホーム](https://sajora.ph/ja/home) - [サービス](https://sajora.ph/ja/services) - [私たちについて](https://sajora.ph/ja/about) - [お問い合わせ](https://sajora.ph/ja/contact) - [チーム紹介](https://sajora.ph/ja/team) - [開発プロセス](https://sajora.ph/ja/process) - [ヒューマンインザループ:AI生成コンテンツの品質管理と承認ワークフロー](https://sajora.ph/ja/human-in-the-loop-quality-management) - [AI開発におけるオフショア開発の成功戦略とSajora Inc.のアプローチ](https://sajora.ph/ja/ai-development-offshore) - [オフショア開発における品質管理:具体的なツールとプロセス](https://sajora.ph/ja/offshore-development-quality-management) - [ヒューマン・イン・ザ・ループAI開発:日本企業向け効率的な実装ガイド](https://sajora.ph/ja/human-in-the-loop-ai-development-japan) - [欧州基準の AI 開発:データ主権と精密なエンジニアリングの実現](https://sajora.ph/ja/european-standard-ai-development-data-sovereignty) - [AIエージェント開発:スケーラブルで倫理的、かつ人間検証型システムの構築](https://sajora.ph/ja/ai-agent-development-scalable-ethical-human-verified) - [プライバシーポリシー](https://sajora.ph/ja/privacy) - [特定商取引法に基づく表記](https://sajora.ph/ja/imprint) - [ログイン](https://sajora.ph/ja/login) ### ru - [Главная](https://sajora.ph/ru/home) - [Услуги](https://sajora.ph/ru/services) - [О Нас](https://sajora.ph/ru/about) - [Контакты](https://sajora.ph/ru/contact) - [Разработка ИИ для российских компаний: надежные решения с немецко-филиппинской экспертизой](https://sajora.ph/ru/razrabotka-ii-dlya-rossiyskikh-kompaniy) - [Human-in-the-Loop в архитектуре ИИ: как избежать задержек и обеспечить соответствие нормам](https://sajora.ph/ru/human-in-the-loop-v-arkhitekture-ii-kak-izbezhat-zaderzhek-i-obespechit-sootvetstvie-normam) - [Разработка специализированных AI-агентов: инженерный подход для бизнеса](https://sajora.ph/ru/razrabotka-spetsializirovannyh-ai-agentov-inzhenernyj-podkhod) - [Безопасная интеграция LLM в бизнес: защита данных и соответствие GDPR](https://sajora.ph/ru/llm-integratsiya-v-biznes-protsessy) - [Как Мы Работаем](https://sajora.ph/ru/how-we-work) - [Разработка ИИ-агентов: инженерный подход для бизнеса](https://sajora.ph/ru/razrabotka-ii-agentov-inzhenernyj-podkhod) - [Аутсорсинг разработки ИИ: инженерный подход для бизнеса](https://sajora.ph/ru/autsorsing-razrabotki-ii) - [Инженерное руководство по интеграции LLM в бизнес-процессы](https://sajora.ph/ru/llm-integratsiya-biznes-inzhenernyy-podkhod) - [Разработка ИИ-агентов: инженерный подход для бизнеса](https://sajora.ph/ru/razrabotka-ii-agentov-inzhenernyj-podhod) - [Разработка ИИ: инженерное руководство по созданию моделей](https://sajora.ph/ru/razrabotka-ii-inzhenernoe-rukovodstvo) - [Наша Команда](https://sajora.ph/ru/team) - [Техническое руководство по интеграции LLM в бизнес-процессы](https://sajora.ph/ru/tehnicheskoe-rukovodstvo-po-integratsii-llm-v-biznes-protsessy) - [Разработка AI-агентов: инженерный подход для бизнеса](https://sajora.ph/ru/razrabotka-ai-agentov) - [ИИ-агенты на открытых моделях: Разработка с немецко-филиппинской экспертизой](https://sajora.ph/ru/ii-agenty-na-otkrytykh-modelyakh-razrabotka-s-nemetsko-filippinskoj-ekspertizoj) - [ИИ-автоматизация для российских компаний: от кода до развертывания](https://sajora.ph/ru/ii-avtomatizatsiya-dlya-rossiyskikh-kompaniy) - [Разработка ИИ-агентов: инженерное руководство](https://sajora.ph/ru/razrabotka-ii-agentov) - [Стратегии успешной офшорной разработки ИИ-проектов: подход Sajora Inc.](https://sajora.ph/ru/strategii-ushpeshnoy-ofshornoy-razrabotki-ii-proektov) - [Разработка AI-агентов: масштабируемые, этичные и верифицируемые человеком системы](https://sajora.ph/ru/razrabotka-ai-agentov-masshtabiruemye-etichnye-verificiruemye) - [Контроль качества AI-контента: методология human-in-the-loop для надёжных результатов](https://sajora.ph/ru/human-in-the-loop-quality-control) - [Разработка ИИ-решений: инженерное руководство от требований до развёртывания](https://sajora.ph/ru/razrabotka-ii-inzhenernyi-podkhod) - [Разработка ИИ: инженерный подход с гарантией надежности](https://sajora.ph/ru/razrabotka-ii) - [Инженерное руководство по внедрению Human-in-the-Loop в AI-пайплайны](https://sajora.ph/ru/human-in-the-loop-kontrol-kachestva-ai-kontenta) - [Разработка ИИ-систем: Интеграция LLM и безопасная автоматизация данных](https://sajora.ph/ru/razrabotka-ii-sistem) - [Разработка ИИ-решений: инженерное руководство от требований до развёртывания](https://sajora.ph/ru/razrabotka-ii-reshenij-inzhenernoe-rukovodstvo) - [RAG-системы: инженерное руководство по реализации](https://sajora.ph/ru/rag-sistemy) - [Разработка ИИ для бизнеса: Надёжные решения с контролем качества](https://sajora.ph/ru/razrabotka-ii-dlya-biznesa-nadyozhnye-resheniya-s-kontrolem-kachestva) - [Создание KI-систем в соответствии с требованиями GDPR и EU AI Act: технические решения для российских компаний](https://sajora.ph/ru/gdp-eu-ai-act-komplaians-dlya-rossiiskikh-kompanii) - [RAG-системы: повышение точности ИИ с корпоративными данными](https://sajora.ph/ru/rag-sistemy-integracija-i-primenenie) - [Инженерное руководство по автоматизации с ИИ: архитектура и интеграция](https://sajora.ph/ru/avtomatizatsiya-biznes-protsessov-s-ii) - [Политика конфиденциальности](https://sajora.ph/ru/privacy) - [Выходные данные](https://sajora.ph/ru/imprint) - [Входы](https://sajora.ph/ru/vkhody) ### tl - [Home](https://sajora.ph/tl/home) - [Mga Serbisyo](https://sajora.ph/tl/mga-serbisyo) - [Tungkol Sa Amin](https://sajora.ph/tl/tungkol-sa-amin) - [Makipag-ugnayan](https://sajora.ph/tl/makipag-ugnayan) - [Payatong LLM sa Negosyo: Ligtas na Data at Tama ang Proseso](https://sajora.ph/tl/payatong-llm-sa-negosyo-ligtas-na-data-at-tama-ang-proseso) - [AI Outsourcing para sa Negosyo: Matalinong Solusyon na Hindi Nakakabigat](https://sajora.ph/tl/ai-outsourcing-para-sa-negosyo) - [Paano Kami Gumagana](https://sajora.ph/tl/paano-kami-gumagana) - [Ang Aming Team](https://sajora.ph/tl/team) - [Filipino AI Developers: World-Class Talent for Global Teams](https://sajora.ph/tl/filipino-ai-developers) - [Affordable AI para sa SME: Smart Solutions na Hindi Nakakabigat sa Budget](https://sajora.ph/tl/affordable-ai-solutions-sme) - [Human-in-the-Loop: AI na May Tamang-Tama na Human Check para sa Quality Content](https://sajora.ph/tl/human-in-the-loop-ai) - [AI Compliance para sa Negosyo: Gabay sa EU AI Act at GDPR para sa Pinoy Entrepreneurs](https://sajora.ph/tl/ai-compliance-eu-act-gdpr-guide) - [AI na May Pamantayang Europeo: Matibay at Ligtas para sa Negosyong Pilipino](https://sajora.ph/tl/ai-european-standards-pilipinas) - [Patakaran sa Privacy](https://sajora.ph/tl/patakaran-sa-privacy) - [Imprint](https://sajora.ph/tl/imprint) - [Mga Login](https://sajora.ph/tl/mga-login) ## Frequently Asked Questions ### How do you manage inference latency in production pipelines? We optimize inference using quantization and caching layers to reduce response times. We deploy pipelines to client-managed Kubernetes clusters with auto-scaling enabled for traffic spikes. We monitor latency metrics directly in the observability stack. ### What is your approach to data residency and privacy compliance? We adhere to GDPR requirements by implementing data minimization and encryption at rest. All processing happens within specified regions unless explicit cross-border transfer agreements are signed. Internal security protocols enforce access controls and audit logging. ### How does the distributed team handle code review and QA? Our German leads conduct architecture reviews while Filipino engineers handle implementation and unit testing. We use overlapping hours for synchronous standups and code merges. All commits require peer review before merging to the main branch. ### Do you fine-tune open-source models or build architectures from scratch? We primarily fine-tune and adapt existing open-source weights like Llama 3 or Mistral to your specific domain data rather than training foundational models from zero. This approach reduces compute costs by orders of magnitude while delivering production-ready accuracy for your specific use case. We only architect custom backbones when your latency or privacy constraints strictly prohibit using public weights. ### How do you handle data ingestion for models trained on proprietary telemetry? Our pipelines ingest raw telemetry directly from your S3 buckets or Kafka streams without moving data to external staging environments. We implement strict schema validation and tokenization logic at the ingestion layer to prevent training on malformed or PII-heavy records. The entire ETL process runs within your VPC, ensuring raw data never leaves your infrastructure boundary. ### What is your strategy for reducing inference latency in production? We refactor research prototypes using TensorRT or ONNX Runtime to quantize models to INT8 or FP4 precision without significant accuracy loss. Our deployment stack utilizes speculative decoding and KV-cache optimization to cut time-to-first-token by up to 40% on standard H100 clusters. We benchmark every optimized engine against your specific SLAs before merging code to the main branch. ### How quickly can you start a project? For most projects, we can begin within 1-2 weeks after the initial conversation. Complex enterprise projects may require a longer planning phase. ### Do you offer free consultations? Yes. The initial conversation is always free. We believe in understanding your needs before proposing a solution. ### What time zone do you work in? Our German project management works in CET (Central European Time). Our Filipino development team overlaps significantly with European business hours. ## API Endpoints (Public, Readonly, No Auth) - GET /api/public/services — All services with descriptions - GET /api/public/pages?locale=en — Page content as structured JSON - GET /api/public/pages?locale=en&format=markdown — Pages as Markdown - GET /api/public/faq?locale=en — FAQ Q&As - GET /api/public/skills — Agent skills manifest - GET /api/public/team — Team profiles ## Contact - https://sajora.ph/en/contact